{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     id province city  adcode weather  temperature winddirection windpower  \\\n",
      "0   434       上海  青浦区  310118       晴           23            东南        ≤3   \n",
      "1   643       上海  闵行区  310112       阴           22             南        ≤3   \n",
      "2   614       上海  青浦区  310118       阴           21            东南        ≤3   \n",
      "3   644       上海  青浦区  310118      多云           22             南        ≤3   \n",
      "4  1034       上海  青浦区  310118      多云           28             南        ≤3   \n",
      "\n",
      "   humidity         reporttime        create_time  \n",
      "0        75  1/6/2020 22:53:48  1/6/2020 23:00:02  \n",
      "1        84  2/6/2020 06:53:49  2/6/2020 07:00:02  \n",
      "2        87  2/6/2020 05:53:48  2/6/2020 06:00:07  \n",
      "3        83  2/6/2020 06:53:50  2/6/2020 07:00:02  \n",
      "4        70  2/6/2020 19:53:50  2/6/2020 20:00:02  \n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# 加载数据\n",
    "file_path = \"C:\\\\code\\\\Python\\\\machine_-learning_-final-2024-12-25\\\\data\\\\shanghai_data.csv\"\n",
    "data = pd.read_csv(file_path)\n",
    "\n",
    "# 查看数据样本\n",
    "print(data.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "id               0\n",
      "province         0\n",
      "city             0\n",
      "adcode           0\n",
      "weather          0\n",
      "temperature      0\n",
      "winddirection    0\n",
      "windpower        0\n",
      "humidity         0\n",
      "reporttime       0\n",
      "create_time      0\n",
      "hour             0\n",
      "month            0\n",
      "dtype: int64\n",
      "   weather  temperature  winddirection  windpower  humidity  \\\n",
      "0        4           23              2          2        75   \n",
      "1        5           22              4          2        84   \n",
      "2        5           21              2          2        87   \n",
      "3        1           22              4          2        83   \n",
      "4        1           28              4          2        70   \n",
      "\n",
      "           reporttime  hour  month  \n",
      "0 2020-06-01 22:53:48    22      6  \n",
      "1 2020-06-02 06:53:49     6      6  \n",
      "2 2020-06-02 05:53:48     5      6  \n",
      "3 2020-06-02 06:53:50     6      6  \n",
      "4 2020-06-02 19:53:50    19      6  \n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "import numpy as np\n",
    "\n",
    "# 筛选上海的数据\n",
    "shanghai_data = pd.read_csv(file_path)\n",
    "\n",
    "# 转化时间格式\n",
    "shanghai_data[\"reporttime\"] = pd.to_datetime(\n",
    "    shanghai_data[\"reporttime\"], \n",
    "    format=\"%d/%m/%Y %H:%M:%S\", \n",
    "    errors='coerce'\n",
    ")\n",
    "shanghai_data = shanghai_data.dropna(subset=[\"reporttime\"])  # 删除无法解析的日期\n",
    "shanghai_data[\"hour\"] = shanghai_data[\"reporttime\"].dt.hour  # 提取小时特征\n",
    "shanghai_data[\"month\"] = shanghai_data[\"reporttime\"].dt.month  # 提取月份特征\n",
    "\n",
    "# 检查缺失值\n",
    "print(shanghai_data.isnull().sum())  # 查看每列缺失值数量\n",
    "shanghai_data = shanghai_data.dropna()  # 简单删除缺失值（可根据需求改为填充）\n",
    "\n",
    "# 编码分类变量\n",
    "label_encoders = {}\n",
    "for col in [\"weather\", \"winddirection\", \"windpower\"]:\n",
    "    le = LabelEncoder()\n",
    "    shanghai_data[col] = le.fit_transform(shanghai_data[col])\n",
    "    label_encoders[col] = le\n",
    "\n",
    "# 删除无关特征\n",
    "shanghai_data = shanghai_data.drop(columns=[\"id\", \"province\", \"city\", \"adcode\", \"create_time\"])\n",
    "\n",
    "# 查看处理后的数据\n",
    "print(shanghai_data.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 计算相关性矩阵\n",
    "correlation_matrix = shanghai_data.corr()\n",
    "\n",
    "# 可视化相关性矩阵\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.heatmap(correlation_matrix, annot=True, cmap=\"coolwarm\")\n",
    "plt.title(\"Feature Correlation Matrix\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Squared Error (MSE): 4.4385364849033655\n",
      "R² Score: 0.7946174304330167\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import mean_squared_error, r2_score\n",
    "\n",
    "# 假设数据已加载并预处理\n",
    "file_path = \"C:\\\\code\\\\Python\\\\machine_-learning_-final-2024-12-25\\\\data\\\\shanghai_data.csv\"\n",
    "\n",
    "# 筛选上海数据\n",
    "shanghai_data = pd.read_csv(file_path)\n",
    "\n",
    "# 转换时间格式\n",
    "shanghai_data[\"reporttime\"] = pd.to_datetime(\n",
    "    shanghai_data[\"reporttime\"], \n",
    "    format=\"%d/%m/%Y %H:%M:%S\", \n",
    "    errors='coerce'\n",
    ")\n",
    "shanghai_data = shanghai_data.dropna(subset=[\"reporttime\"])  # 删除无法解析的日期\n",
    "\n",
    "# 提取时间特征\n",
    "shanghai_data[\"hour\"] = shanghai_data[\"reporttime\"].dt.hour\n",
    "shanghai_data[\"month\"] = shanghai_data[\"reporttime\"].dt.month\n",
    "\n",
    "# 编码分类变量\n",
    "categorical_columns = [\"weather\", \"winddirection\", \"windpower\"]\n",
    "for col in categorical_columns:\n",
    "    if col in shanghai_data.columns:\n",
    "        shanghai_data[col], _ = pd.factorize(shanghai_data[col])\n",
    "\n",
    "# 选择特征和目标变量\n",
    "X = shanghai_data[[\"hour\", \"month\", \"weather\", \"humidity\"]]\n",
    "y = shanghai_data[\"temperature\"]\n",
    "\n",
    "# 检查并填充缺失值\n",
    "X = X.fillna(X.mean())\n",
    "y = y.fillna(y.mean())\n",
    "\n",
    "# 分割训练集和测试集\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# 转换为 numpy array\n",
    "X_train = X_train.values\n",
    "X_test = X_test.values\n",
    "y_train = y_train.values\n",
    "\n",
    "# 初始化随机森林模型\n",
    "rf_model = RandomForestRegressor(n_estimators=100, random_state=42)\n",
    "\n",
    "# 训练模型\n",
    "rf_model.fit(X_train, y_train)\n",
    "\n",
    "# 预测\n",
    "y_pred = rf_model.predict(X_test)\n",
    "\n",
    "# 模型评估\n",
    "mse = mean_squared_error(y_test, y_pred)\n",
    "r2 = r2_score(y_test, y_pred)\n",
    "\n",
    "print(f\"Mean Squared Error (MSE): {mse}\")\n",
    "print(f\"R² Score: {r2}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(y_test.values, label=\"Actual Temperature\", color=\"blue\")\n",
    "plt.plot(y_pred, label=\"Predicted Temperature\", color=\"red\", linestyle=\"dashed\")\n",
    "plt.legend()\n",
    "plt.title(\"Actual vs Predicted Temperature\")\n",
    "plt.xlabel(\"Sample Index\")\n",
    "plt.ylabel(\"Temperature\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\86139\\AppData\\Local\\Temp\\ipykernel_18736\\1722816731.py:5: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=importances, y=feature_names, palette=\"viridis\")\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "importances = rf_model.feature_importances_\n",
    "feature_names = X.columns\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(x=importances, y=feature_names, palette=\"viridis\")\n",
    "plt.title(\"Feature Importance\")\n",
    "plt.xlabel(\"Importance\")\n",
    "plt.ylabel(\"Feature\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
